Observability

Audit, plan, and fix logging in any Python project. An agent skill from areed1192/interactive-brokers-api.

areed1192/interactive-brokers-api

Add lightweight application monitoring, health checks, and request metrics with minimal dependencies and operational overhead.

ejboy/agent-scripts

This skill helps an LLM generate correct AxAgent observability code using @ax-llm/ax.

dosco/aithy

Inspect and debug live streaming agent sessions to understand what the agent did.

agentevals-dev/agentevals

Guides log level choices and when to raise a structured Sentry event instead of a plain log line in the Warp Rust codebase, keeping secrets out of logs.

warpdotdev/warp

Plan what to measure in mobile apps. An agent skill from nexus-labs-automation/mobile-observability.

nexus-labs-automation/mobile-observability

Builds a picture of whether Prometheus itself is healthy and successfully monitoring its targets, covering readiness, firing alerts, target health and TSDB load.

prometheus/prometheus-mcp

OpenTelemetry in Go — SDK setup, API surface, breaking changes, contrib instrumentation libraries (otelhttp, otelgrpc, otelmongo), compile-time zero-code instrumentation (otelc), and performance…

ollygarden/opentelemetry-agent-skills

Set up tracing, metrics and dashboards for Istio, Linkerd and other service meshes, with golden-signal alerts, SLOs and guidance on sampling and cardinality.

wshobson/agents

Correlates a Codex CLI session's local transcript with a model router's production logs to explain why a reply rendered the way it did.

weave-os/router

Real-time observability for OpenClaw agents — local dashboard + optional encrypted cloud sync.

vivekchand/clawmetry

LLM observability platform for tracing, evaluation, and monitoring.

Orchestra-Research/AI-Research-SKILLs

A skill your agent uses when changing Archestra tracing, metrics, OpenTelemetry, Tempo, Grafana, Prometheus, LLM/MCP spans, observability labels, or local observability setup.

archestra-ai/archestra

基于 LoongSuite Pilot / AI Coding Agent 日志生成事件洞察、组织洞察、数据质量、研发效能和 AI Native 使用类 SLS 报表时使用；包含 AI Coding 事件表语义，以及团队报表可选的部门维表、deptuser 组织关系、指标口径和公共 CTE，通常与 sls-dashboard-builder 一起使用。

alibaba/loongsuite-pilot

A skill your agent uses when an agent workflow needs production-like runtime controls for context, tools, permissions, observability, scheduling, evaluation, recovery, or maintenance.

Mark393295827/third-brain-v7-skills

Observability best practices. An agent skill from 2SSK/dot-files.

2SSK/dot-files

Overview and router for the Interlinked CLI — a local guard, quality-enforcement, simplification-review, semantic-code-search, and observability layer for AI coding agents.

QuentinCody/interlinked-cli

Vercel AI Gateway guidance for setup, model discovery, authentication, routing, fallbacks, virtual models, evaluation models, BYOK, budgets, spend reporting, observability, compatible APIs, and…

vercel/vercel-plugin

Instrument API requests with spans and distributed tracing. An agent skill from nexus-labs-automation/mobile-observability.

nexus-labs-automation/mobile-observability

Find the top CPU, memory, or disk consumers. Use for capacity reviews, noisy-neighbor hunts, and top-N questions about which jobs, pods, or…

prometheus/prometheus-mcp

A skill your agent uses when building cloud-native apps. An agent skill from moeru-ai/auv.

moeru-ai/auv

Configure agent-tail log aggregation for the current project.

qdhenry/Claude-Command-Suite

OpenTelemetry Transformation Language (OTTL) expert for writing and debugging telemetry transformations in the OpenTelemetry Collector.

ollygarden/opentelemetry-agent-skills

Написание и запуск Claude Code dynamic workflows (JS-оркестратор субагентов).

AnastasiyaW/codex-claude-code-config

Deploys and operates a LiveKit agent in production: shipping a version to LiveKit Cloud and rolling it back, secrets and configuration, the worker process model and prewarming, safe async inside…

livekit-examples/agent-starter-python

A skill your agent uses when adding tracing, structured logging, metrics, or monitoring to a FrontMCP server.

agentfront/frontmcp

Add Opik tracing to an existing app and verify a real trace lands.

comet-ml/opik-mcp

Elite Tier Backend standards, including Vertical Slice Architecture, Zero Trust Security, and High-Performance API protocols.

xenitV1/claude-code-maestro

Monitoring and observability strategy, implementation, and troubleshooting.

ahmedasmar/devops-claude-skills

SOP for building LLM applications on Dify — visual workflow + chatflow + agent + RAG knowledge base + plugin marketplace + observability, self-hostable.

agentsope/SkillAlchemy

Debug SQL execution time via distributed tracing (OpenTelemetry / Tempo).

MaterializeInc/materialize

Guides building event-driven background work for LobeHub agents, with sources, signals, actions, policies, workflow handoff and deduplication.

lobehub/lobehub

Build AI agents on Cloudflare Workers using the Agents SDK. An agent skill from hodgef/apiker.

hodgef/apiker

INVOKE THIS SKILL when adding Arize AX tracing or observability to an app for the first time, or when the user wants to instrument their LLM app or get started with LLM observability.

boshi-xixixi/TraeSkill

Monitor an AG2 beta agent's stream — log events, detect repeated tool calls, track token spend, build trigger-driven observers, route observer alerts to the model, and halt on FATAL conditions.

ag2ai/build-with-ag2

A skill your agent uses when the user asks to "check data usage", "list TCO policies", "reduce Coralogix costs", "optimize observability spend", "lower our logging bill", "data budget exceeded"…

coralogix/cx-cli

Quantifies elevated error rates with PromQL, compares them to a baseline, and isolates which jobs or instances an error spike is concentrated in.

prometheus/prometheus-mcp

Inspects LobeHub agent execution snapshots by operation ID: failed tool calls, arguments and results, available tools, LLM calls and the surrounding context.

lobehub/lobehub

Guides reading mecatl's perf MCP data to find why a running harness is slow, leaking goroutines or growing in memory, using cheap reads before any CPU capture.

stacklok/mecatl

OpenTelemetry profiles signal and the eBPF profiler (otelcol-ebpf-profiler, profiling receiver).

ollygarden/opentelemetry-agent-skills

TRIGGER when user asks to add or modify a metric, counter, gauge, or histogram, or to track/measure an operation.

microbus-io/fabric

Audit code for observability gaps — debug logs left in, errors caught without being logged, missing context on log entries, untracked slow operations.

markmdev/meridian

Design well-structured agent loops with best-practice coaching and cross-model review gates before you run them.

fabricioctelles/skills

Build the deterministic evidence ledger (artifactmanifest.json + claims.json) that every other Anti-Autoresearch auditor reads.

wanshuiyin/Anti-Autoresearch

Command reference for omniroute's audit, logs, policy and telemetry commands: search and export audit trails, manage access policies and review request history for compliance work.

diegosouzapw/OmniRoute

Checks the health of an OmniRoute gateway: provider circuit breakers, latency percentiles, budget guard alerts, connection cooldowns and model lockouts.

diegosouzapw/OmniRoute

Performs a comprehensive Amazon ECS operations review across the 6 review pillars (Resiliency & HA, Observability, Security, Operations, Performance, Additional Analysis) using read-only AWS APIs…

aws/tools-for-devops-agent

Product analytics with posthog. An agent skill from langfuse/langfuse.

langfuse/langfuse